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JCST
2007
76views more  JCST 2007»
13 years 10 months ago
A Semi-Random Multiple Decision-Tree Algorithm for Mining Data Streams
Xuegang Hu, Pei-Pei Li, Xindong Wu, Gong-Qing Wu
KDD
2003
ACM
243views Data Mining» more  KDD 2003»
14 years 11 months ago
Accurate decision trees for mining high-speed data streams
In this paper we study the problem of constructing accurate decision tree models from data streams. Data streams are incremental tasks that require incremental, online, and any-ti...
João Gama, Pedro Medas, Ricardo Rocha
KDD
2003
ACM
170views Data Mining» more  KDD 2003»
14 years 11 months ago
Efficient decision tree construction on streaming data
Decision tree construction is a well studied problem in data mining. Recently, there has been much interest in mining streaming data. Domingos and Hulten have presented a one-pass...
Ruoming Jin, Gagan Agrawal
HIPC
2005
Springer
14 years 4 months ago
Orthogonal Decision Trees for Resource-Constrained Physiological Data Stream Monitoring Using Mobile Devices
Several challenging new applications demand the ability to do data mining on resource constrained devices. One such application is that of monitoring physiological data streams ob...
Haimonti Dutta, Hillol Kargupta, Anupam Joshi
JMLR
2010
170views more  JMLR 2010»
13 years 9 months ago
A Streaming Parallel Decision Tree Algorithm
A new algorithm for building decision tree classifiers is proposed. The algorithm is executed in a distributed environment and is especially designed for classifying large datase...
Yael Ben-Haim, Elad Tom-Tov